{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Logos from alignment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Logomaker provides functionality to convert multiple sequence alignments to valid dataframes that can subsequently\n",
    "be drawn as logos. We begin by importing useful python packages. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.ion()\n",
    "\n",
    "import logomaker as lm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consider the following multiple sequence alignment (in fasta format) representing CRP binding sites\n",
    "on the E-Coli genome (from [1](#crpsitesfa))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['>0\\tcaiFp\\t-41.5\\n',\n",
       " 'ATAAGCAGGATTTAGCTCACACTTAT\\n',\n",
       " '>1\\tcaiTp\\t-41.5\\n',\n",
       " 'AAAAATGTGATACCAATCACAGAATA\\n',\n",
       " '>2\\tfixAp\\t-126.5\\n',\n",
       " 'ATATTGGTGATCCATAAAACAATATT\\n',\n",
       " '>3\\tfixAp\\t-69.5\\n',\n",
       " 'ATATTGGTGAGGAACTTAACAATATT\\n',\n",
       " '>4\\taraBp\\t-93.5\\n',\n",
       " 'GATTATTTGCACGGCGTCACACTTTG\\n']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with lm.open_example_datafile('crp_sites.fa', print_description=False) as f:\n",
    "    raw_seqs = f.readlines()\n",
    "raw_seqs[10:20]    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we have used the Logomaker method [open_example_datafile](https://logomaker.readthedocs.io/en/latest/examples_src.html#open-example-datafile) to read the sequences from a fasta file. We can clean up these raw sequences by running:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 358 sequences, all of length 26\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['ATAAGCAGGATTTAGCTCACACTTAT',\n",
       " 'AAAAATGTGATACCAATCACAGAATA',\n",
       " 'ATATTGGTGATCCATAAAACAATATT',\n",
       " 'ATATTGGTGAGGAACTTAACAATATT',\n",
       " 'GATTATTTGCACGGCGTCACACTTTG']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seqs = [seq.strip() for seq in raw_seqs if ('#' not in seq) and ('>') not in seq]\n",
    "# preview sequences\n",
    "print('There are %d sequences, all of length %d'%(len(seqs), len(seqs[0])))\n",
    "seqs[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once in this form, we can use Logomaker's [Alignment_to_Matrix](https://logomaker.readthedocs.io/en/latest/matrix.html#alignment-to-matrix) method to generate a counts dataframe, which can be input to Logomaker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>C</th>\n",
       "      <th>G</th>\n",
       "      <th>T</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>133.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>147.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>107.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>166.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>128.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>164.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>123.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>133.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>133.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         A     C     G      T\n",
       "pos                          \n",
       "0    133.0  65.0  72.0   88.0\n",
       "1    147.0  46.0  58.0  107.0\n",
       "2    166.0  26.0  38.0  128.0\n",
       "3    164.0  28.0  43.0  123.0\n",
       "4    133.0  45.0  47.0  133.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts_mat = lm.alignment_to_matrix(seqs)\n",
    "counts_mat.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Entering the counts matrix into The Logo class draws a counts logo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<logomaker.src.Logo.Logo instance at 0x10a6a0098>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KVbbvMMafDh/YBGf/W2T4Xvoz8Tt4gCuSleSdsV35k/nzkzePaCEjLlOLp8pJlsrXSVbY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Gjt17Kz1eX86kKWmb3+8ktgyRJRtkVClbcUWPYqKCDlwLUc9NxzwAdqDeI6R1ERy1m//caHu145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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a667350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lm.Logo(counts_mat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple sequence alignment with gaps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Logomaker maker is able to load alignments with gaps in them. Here, we load the WW domain protein alignment ([2](#WWdomain))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# \n",
      "# WW domain alignment in FASTA format.\n",
      "# From PFAM, RP15 (4025)\n",
      "# http://pfam.xfam.org/family/PF00397#tabview=tab3\n",
      "# \n",
      "# References\n",
      "# \n",
      "# Finn RD et al. (2014) Pfam: the protein families database.\n",
      "# Nucl Acids Res. 42(Database issue):D222–30.\n",
      "# \n",
      ">B7G9D5/250-280\n",
      "LPPQW..TEA.VDVDT...GKFYFVHVET.......KETRWERP\n",
      ">B7G9D5/328-356\n",
      "--PGW..TAT.VDPAS...GRTYYYHAAT.......GETRWEPP\n",
      ">B7G9D5/387-417\n",
      "LPSGW..VEQ.TDPSS...GRPYYYHNAS.......NLTQWERP\n",
      ">B7G9D5/503-533\n",
      "LPAGW..VAA.NDPSS...GRTYYYHAES.......GVTSWNPP\n",
      ">B7G9D5/626-656\n",
      "LPNGW..QEL.VDPSS...GSTYYYNEVN.......GTTSWDRP\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# load ww alignment\n",
    "with lm.open_example_datafile('ww_sequences.fa', print_description=False) as f:\n",
    "    lines = f.readlines()\n",
    "    \n",
    "# preview loaded file\n",
    "print(''.join(lines[:20]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, we clean up the sequences as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 4025 sequences, all of length 44\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['LPPQW..TEA.VDVDT...GKFYFVHVET.......KETRWERP',\n",
       " '--PGW..TAT.VDPAS...GRTYYYHAAT.......GETRWEPP',\n",
       " 'LPSGW..VEQ.TDPSS...GRPYYYHNAS.......NLTQWERP',\n",
       " 'LPAGW..VAA.NDPSS...GRTYYYHAES.......GVTSWNPP',\n",
       " 'LPNGW..QEL.VDPSS...GSTYYYNEVN.......GTTSWDRP',\n",
       " 'LPEGW..VEL.VHESS...GKTYYFHAED.......NVTSWEQP',\n",
       " 'LPQGW..IEA.VDPST...EATYYINEVE.......GITSWERP',\n",
       " 'LPPGW..AKL.THPDS...GDAYYYNEAT.......NATSWDIP',\n",
       " '--TGW..EAL.VDEAS...GAIYYYNKLD.......GTSSWERP',\n",
       " 'LPEGW..IEV.MDPNS...GSVYYFNEVD.......GTSSWDKP']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract ww domain sequences\n",
    "seqs = [seq.strip().upper() for seq in lines if ('#' not in seq) and ('>') not in seq]\n",
    "\n",
    "# preview sequences\n",
    "# Preview sequences\n",
    "print('There are %d sequences, all of length %d'%(len(seqs), len(seqs[0])))\n",
    "seqs[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We load the alignment as a count matrix, again by using [Alignment_to_Matrix](https://logomaker.readthedocs.io/en/latest/matrix.html#alignment-to-matrix). Note the use of the keyword argument `characters_to_ignore`: Logomaker can be told to ignore certain characters in sequences. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "      <th>F</th>\n",
       "      <th>G</th>\n",
       "      <th>H</th>\n",
       "      <th>I</th>\n",
       "      <th>K</th>\n",
       "      <th>L</th>\n",
       "      <th>M</th>\n",
       "      <th>N</th>\n",
       "      <th>P</th>\n",
       "      <th>Q</th>\n",
       "      <th>R</th>\n",
       "      <th>S</th>\n",
       "      <th>T</th>\n",
       "      <th>V</th>\n",
       "      <th>W</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2521.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2651.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>319.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>425.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>999.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>112.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2320.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3880.0</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         A     C      D      E     F       G     H    I     K       L    M  \\\n",
       "pos                                                                          \n",
       "0      0.0   0.0    0.0    0.0   0.0     0.0   0.0  0.0   0.0  2521.0  0.0   \n",
       "1     24.0   0.0    0.0   14.0   4.0     8.0   9.0  0.0   4.0     8.0  0.0   \n",
       "2    319.0  56.0  280.0  425.0  21.0    62.0  57.0  7.0  76.0    60.0  9.0   \n",
       "3    112.0   0.0  201.0  149.0   6.0  2320.0  49.0  3.0  31.0    22.0  4.0   \n",
       "4      0.0   0.0    0.0    0.0   6.0     0.0   0.0  0.0   0.0     1.0  0.0   \n",
       "\n",
       "         N       P     Q     R      S      T     V       W     Y  \n",
       "pos                                                               \n",
       "0      0.0     0.0   0.0   0.0    0.0    0.0  42.0     0.0   0.0  \n",
       "1      8.0  2651.0  15.0   2.0    9.0    2.0   1.0     0.0   0.0  \n",
       "2     64.0   999.0  94.0  40.0  365.0  106.0  35.0     3.0  70.0  \n",
       "3    243.0   320.0  45.0  10.0   50.0    3.0  15.0     0.0   2.0  \n",
       "4      0.0     0.0   0.0   1.0    0.0    0.0   1.0  3880.0  48.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create counts matrix\n",
    "ww_counts_df = lm.alignment_to_matrix(sequences=seqs, to_type='counts', characters_to_ignore='.-X')\n",
    "\n",
    "# preview counts dataframe\n",
    "ww_counts_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The full counts logo looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<logomaker.src.Logo.Logo instance at 0x10a6b1488>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8Nm3aJE//pVJhwM8/oO/XS2GQ8OKy7JMXvRFqwaQM/ITQ5WTztml7z1sEy+xlsNHIEssa\nATEJlYDF8yJg/KdXriifGylL4nqBBaiC5OrFuMSKa7zqdruZbaPRiLg4vjWGD50twteksobPViUN\n2WMQF8tKPLpDYFO4RkoFKXwtu7jzuQg3GAAAhlEjEHMh20XCWVkFR6VYNuAPBw8elD3XB4WAdRHk\nEDDu2JlCwJIS2DCy0xmZu4RQiC+LgBEC08TxiJ09E32/WgpVHL+fnk2mNssX7fDBag2eVhX2nXRb\neh4BK7aVRPycNac6RsASAhAwbgSMS9S4ETBuypFSyhPlcysm/aUh6+rqmO98enq6XzNHVydHwIyj\n2c+6YsjacxBjYtcQszn6i7qEInypNZKrBeuMNTJ2zkW8bfux4BkMHxQCFsVQCJg0uDcGkzEyNwmu\nDmzz5s3YtMlTxShX/6VNT0OvxX/njTnKxO7tUhDaW/jE3wGh4i+81NXz7PFK7JHXtlV3kIDFqbgE\njG+PwRXlx/MiYBwNGCcC1uZug52y15OkZiNl/oT4ctKPQOenIA1cAqZEwHoMuBkFsyn6CZhQhB/M\nEb8z1kjD8KG8bUfFSdnHKgTsNKPV1Yr9lgOwucWpllAIGCGEqdQ6HQg3hBsOuA/9ZlNkfmeuDqym\npgZlZWUAQtN/Jcy/FuD8DRwnK0E5fzN/aG3li8OFonwpuC38KJlKWJHTA1BqLwvruMQEDaZNiseA\nvgbRPrkRMJ8InxCC/v37M+MJGnkRMG6kzJ8IX2hJ4S8CFhYB6+R2RJpELbR9PP+/1vxWUFc3yFcp\nCIqWVvZ+FdONImBS0a6uClLoBvJ7yDpOyO+WeOzYsZDfTyFgEUKRrQgXH78MVxTNxezjc7C7nd+A\nOhQCdqZEvwCgrY2N9hgjFAEDpFONofh/aXqlwJg3nh1wu2XpAZqaxPYIweA4wX/KUpl6HgGrcsrX\nUnAxJS8BG1aOx+6NZ2HkMH50sUpATBITE5GY6Ik8lZaWwuVyob29nSE6ffr04f09uMTKSq2wudnz\n+UtBcrVdXNIlrIjkRso6SsBcDU5QR+eKqI25niiYu80FWzdwTVcQGJRSlJ1gH+z6SzzARBtCWSNV\nKlWnBCnUKclQxbNaTFeT/MrGkydPhlxFrBCwCKDN1YZ5JTfghMPDlkvtZbi59DZUOVjBbSgfrjPJ\nhLWhkf1/SEmKXG+vjhIwADCOH8fbdpQHT0MK3e/lOO7b8tnQtSo2RuxJ0wNQ7RD3bwwFZrMa99zO\nLxPnfnZ88EXBnE4nTpw4IWpBxAWXWAF881VuRIynAeNEtlrdrQxpq+OkIwkIEjkVlhkZGcxrrgZM\njgeYD87azhXic3VgihC/++NYkQU1nM8Mt9o8WhGKBqyzghSEEGjT05htKkPD64PNZkNdXWit5M6c\nUEsnYlnDZ6h11vLGWtwt+FflE3irr6dRpxIBk8a+g2zKbsjAyN0k8vLyYDQaYfEK2nU6Xcj+X0aO\nPxcAOKuq/cz0oLW1Fdu3b+eNCRd9KXDNV3X9+/kVY3dnVDs7RsAAYPQIfmGESyJVlp2djZ07dwLw\npCG5KWGuBxgAxKv4BKzR1YRe2l4A+ASMl4IUuOE3uBqQpkrlRcAS1PHQEPY73NEIGODRgWnTg0dT\nw4VQB2aemhhgtoJohMNBUVpuQXOrC/c8yLd9GDE0xs9R8iC0kcg+OCTg/nAQLWsk4UTJQyFgAFBR\nIT9lCSgErMOwuq14p/Z9yX1rW9Zhv+UARhtHBSyxFXqddDcCdtDcy+++QLqxwuJ2HCzgELBBoftz\n+eByUdy1mL0JPHTfAHzyySeorfUQ48ISNf7+qEeHRAjw4L39IV30z4LrUA8A7gBGe263G4sXLxaJ\n7gcPHoxAcTN7SSmsHIsL3eCBQa6q+8FBHaIHlHCQ3Z8fGXQ4xARMqANra2uT3AfwiRUANLm5ETBW\nlB/vRwMGeFKPadpUfh9IQc/ISBGwzoRxlFIJ2d1xvMSCQRO3isYH9DVIaiijDaGI8DuVgHHOTR2h\nRZ5PnpQv2gcUAtZh/Nq2FXUu/2HHJXWf4MWs56KG3UcDnny5BJQCn3xeCY6tC3JHhP+URinFe5+w\nH/6/3toHV199NQBgy9YG3PfkXtjtnv2PLc5GVoYBwbL76l4pvG1Xo/iIa665BkajEfX19SLT1czM\nTMTE+P+dKKWoeeJZnkmPedqUIFfV/VDrrAOFmCxdHn8pnNSJb5u/l3We+DgNzCY1Y9grZVsSCgGL\nVceCgDDXxo168SNgbDoxUc2PDPlSj/48wAD/NhQhEbBOFuKr4zTQZRthL7LAerAV1CnWnHVFFERB\n5HHnrX26RVQ9WtZIynmIJobQiKsSAetibGrZHHD/mubv8Dx9Jmo+XNGA5/4rtiRIStRg0oR4idkd\nQ8GxNsy9+QDsds8ie9Mf0rH4nn6yjtWkCAhYk7hPYX6+//6GgwcP9rvPWV2DykUPoHnlGt64+dxz\nZF1bd0K1Q5y6HW8ahxcynwUAtJdZsLH1Z1nnMhpULAFziUlCKARMTdSIU8cxgnufBszmtsNK2dRD\nPKdnpE6lQ5wqDs1emwof8arjRcD4BCw2NhZmsxltbW2oqqoCpRSEkKjSgAEeHZi9yAJqc8N2TBHi\n9wRkZehx2w0ZwSdGAUKpguzMNZLrw0hkFFFxIdXvNRB69krfyaCUYlNrYALmoA5QUIWABcGdt/SB\nThfZmpCaU3ZcvmAfI9a+4JxEvP7cENlPg6q4WBCdjnkicksQsEAYNWqUaKzqwUdQ8+i/4TxVK7Kn\nNk2bDP2g4Jqx7oYqp5iAzU24CmriKTZ5NP0hbDq2GW4Er/QzGNjPiFYj/ryEQsAAIF7FErBGARFj\n5ghSlUmaJDTbvQRMRgQM8BCswsJC2O12NDY2IjExkblZazQaJCcni47hwtXJETDAowNrWunR6il+\nYD0D//hb/4hWl3cmQhHh++sDGa4cxgfqcsFRzkaxVIbQCJjQhigYlCrIDqDEXopyhzyDTl9lo1Dv\nxX19phKwXsla3HlLVkTPabG4cNXC/Sgu80QyRg4z49N3R0Grlf+RJ4RAncIujK6m0BYlXwqUC3dj\nE5w1pyR7gyT/5baQzt9dUOcUp+jPiTmbed1X1wdTzPIKJAx69u+n14v/lpmZmYzVRFFREVMFmZSU\nJOpSAEi3I+KasAL8FCTAj3A1eN3wuaasSRppAuZDZWUlrFYrGhs9OrO0tLSgJfWhpCB1aRtEP3Lg\ns6IAFB1YT8FjzxXDau0exs6BNGBdtUY6TlSAcvq1qnv5J3RSUAhYF2K3ZU/wSV4oETD/mH1+MpIS\nI2dBAQB/ub8Av+/2LKTpqTp8879cxMeF/v+q4ejA5Bix+pCTk4Np06bJnh9z4XmIvXxOSNfWXdDm\nbuNtD9UPQZo2lTc2J/5ieSfjBC91OnEkU6VSYcAAT/FEbW0t04vTXzUql1w1M5GwRsEcfgSMWwkp\npQHjtivyQSjE5/aEDJZ+BLqmIbdhRAyzIlj3yfc/UhC9qD5lx5erOl6B3BWIhjXSXljE29ZmBv9u\ncqEQsC5EvkV+6wHFB8w/PvmiCjv3RPaGv/eA54tgNqmx8n+56JMZXhWQOpEjunbK1+E89dRTso0C\n9cOHIWvJu91CKBsO2tx8PdGUGHG0a1bchdCS4CTcZmPTlHo/KWspsuWPgElGwDgCfAKCGBW/kIJb\n5ejrB8mvghRbOAgJWCj6L6DzRfgAoDZroB9o8r5f52vOFHQNvlsXmjfV6UKgNbKrqiAte/bxtrWZ\noennFALWhThsLZA9Vw4B86Unz7QIGAB8sCy08l25GDs6BqOGhe8vRrTckuTgETCNRoM33ngD11xz\nTZATE+iHDkbKorswYMN3UMcHM8XovmgXELBBerHVRrw6HmOMuUHPxSNgEilIQOz35W8M4Ee3pDRg\n8ep4qAj/fbh9Hutd9bC57WjlRPmENhSAOAUptwJSFe+9b3SBCB8AjLk993PY0zEox4SaI9Px1ov8\nfoY//9oAtzv620udbhE+pRTNX6/kjemHDvEzWxqhErAzb6WPIErsJbLnRkN4VS46KmQMB+t/rg8+\nKQz8sq0J9z18DP95anBYESbCEXt6PGH40cmMjAzodDqoVCpkZ2fj4Ycfxtlnn82b46rn9wn0nIzC\nVnAUtoKjqH3pVd6uzvo/Pl0QErABuv6S884yTQx6LiuHgBkNkYiAsYTDR7z8ueD7wI+A1fP0X4B/\nEb4PVVVVvA4JgQiYJkULe5MTrgYHqNMNIlF4EEkYRscCX4bXNkrB6YVaBSTEa/HHBRlY9lUVNm/1\npNLr6h0oLrMgp3/4PotdgUiI8DuCllXfwrqfrWrXDR4Y8oOxQsC6CG2uNtQ45S+U3YmAhYpQCUP5\ngWnIP9yKuTcdYCwFSsqtKC23oF+fyLThufjCZCb0/uaHFRiYbcJdt/UJcpQEuKZ8TrGY9aeffsLQ\noUNF4wpYCDVg/gjYRHNgAmaxuNDcwv4N0lKlK5RCI2CsBswnvm/004jbB67Ivt5VL+oDGSwCJiRg\n3FZFQmh66WA/bgEo4KxzQOvnd44UuEJ8Bd0Xl1/ciyFgALAvvzXqCdjpFOE3fLwMlffczxszTRwv\nOfeSSy6BRqPB3r17UVrKt1RSUpBdhDJHueR4jCoGGgle25Od8ENFXIwa55+dhJv+wH/y3xXByqt/\n/yMHV1zCRvL+/sgxrPoh9MgSUXGiZq7uUU0UbeBGwIzEiBRNiuS88aax0BL/n31fRasPGak6yXmh\nELAECQ0YPwUpfgLmiuwbXU04xXkQIyCSpC1cDZgmhf0du0SIP8wMaHqmFvFMwtQ8/mdwb370V7V2\ndZDCebIShWfNwJFBo3HyL/fwDFgB+C2K+vzzz7Fy5UqsWbNGtE+JgIWIwsJCfPrpp5L7EhMTMWPG\nDIwcOVK0r9hWIhrLM03E+33fRoXjJP5YdjtOOlhdU0+OgIWLObNS8Pr7rI1H/uFWXDWnd0TOrVIR\nfPTqcFxQsRs797aAUuDGvxzETyvGYfwY+WFlbtSLqwdTIB9cEX5vbS+/qWCTygSD1gBAmigfPc5P\nZaanSUeDBgwYAEIIqNfqQ6/X+40y8QlYIyilghSk2LoiiSOyp6AosrMNv5PUiYy/Ge9aBRowk8kk\nuU8ITS8OAauxAyP8To0IVAY1DEPNsOaHtpAoiC6MGBoDjYYw3SIOHWkLcsTpR1eL8KnDAVu+dCGd\nKi4WMefPCHj8yJEjMWrUKBw4wLaSUwhYiCgsLMQjjzzid79arcbixYvx8MMPM/5CAFBqLxPN/Ufa\nAzCrzRisHoTX+7yCK4tYIbZCwMSYND4ehLCWWAcOR/YmYTKpseKTXEy7aCdKT1jRbnHjyhv3Y8u3\n42WnOnm9wCKkO+hpGq9g4EbA/EW/fBAK3n2glGLpV3xtUnpvaQJmMBiQmZmJEyc85D47O9tvRWoc\nh4DZqQNWavXbiJv5HQQ2E8dtbOm6lAcY4PEh0+l0sNvtIWrAWALm6ioh/uhYhYB1c+j1KgwdZEK+\n9556+Gj0dzbwt0ZqNJouXyMTb7oBKhltiK666qoOEbCgKUhCiIEQ8jshZB8h5CAh5DHv+ABCyHZC\nSCEh5HNCiM47rvduF3r39+ec60Hv+BFCyKyQrvQ0weVy4cknn8TcuXOZJ2oAqHHyvVWGGYZilIGN\nlOUaR+PC2POZbYWAiWE2qzEwm40EcBtzRwqpvXT4ZinrAVZVY8cVN+xHU7M8Ty9u5SM5Q/4ukQaX\ngPXShGZsWFjcjudfLcVt9x7GN9+xxDUlSQuz2RNpam1txfDhw3k/er0e2dnZGDp0KLKysvDtt9/C\n7RY77YsacruaeU25pQhYgoYfFSu0sT1AkyUE+IDH1DctLQ0AUFdXh7KyMma8d2//UV9NL5b0d0UK\nEvAK8RV0ewwbzJL848XtvAriaIRQhO/712g0ikT4/tbIEW2n/P7Ivo60VKT8/R5Zc4XZMW7nDTmQ\nowGzATiPUpoLYAyA2YSQSQCeBfAypXQggAYAt3jn3wKgwTv+snceCCHDAcyDJ4g+G8AbhEjE6qMU\na9aswcqVbIlqk6BdyVXxV4pSK39OuZ15rRAwaYweznosFZdaYbeHf5MYOMDI/HBNOocPMePz90cy\n+2w2Nx4t0hTDAAAgAElEQVR+6jiPUPsDtXL6gikpyLDATUEKo0fBcORYO/755HF8/Dk/+jWa07jd\n7Xbj8OHDvJ/jx4+jqKgIBQUFWLduHebMmYOxY8fi5Em+3YmYgDXxvttxKjEB0xItz8D1mK2Qee0v\nAgaIdWAA0Lt374Dfd54GrAu8wABFiN9TwCVgbjdwtCi6o2D+RPhcAub7tzOqIAEAKhUy3/ovNMn+\nv8dcBOr3KwdBVxTqWaV8oQmt94cCOA/AfO/4EgD/AvAmgMu9rwHgKwCvEQ8zuRzAZ5RSG4BiQkgh\ngDwAWzv0G3QhXnnlFVx55ZUA+KXqADDBNE40f6xpDON5pBixSmPoIDYC5nJRFJVaMHRQ6L5dGo0K\n1vduYrZntgPgpveTALzHbq4B8O/CF4Oe11nLmhgSjRagHRfinw6bj9MJbgQsUcKkNBxMnhh64/b9\n+/fj6quvxq+//sqkJIU2Ex4CxklBaqTfJ0mdyDjmc53zpSogfZDSoQUzYVV3sQgfAPSDzSB6AmqL\nfu8oBf7BJWAAUHC0DaOGxfiZffrhb400GAxdEqTQDR6ItGeeQMyF58k+JlD0Wg5k/RbeSNUuAAMB\nvA7gOIBGSqmPRZwAkOl9nQmgHAAopU5CSBOAZO/4Ns5pucd0C2zevBmtra2IiYlBM6dfnJZoMdQg\nbUVwSdxFANgPjNILko/BA/ml0UcK28MiYJ0F16la5jXR6wCrNcBsBVLg2lCYVZEphb/sotBSmT5s\n27YN69evx8yZMwEAepUeBmKAlXr+rsIImFQKEvAQLa743gcpDzAfpMhWMAKm6c0lYPI0YPYq8QIi\n6gdpICBmDwmlgtuNSqeCcVw8LPvZe5yLRnf6SoEY3IdbADh8NLqF+IEIWKRE+AWxI3Fkxt3MNlVp\nYDElwjZkDM6bOwKxIabfk5NDi+gLIeu3oJS6AIwhhCQAWAGg04yPCCG3A7gdAPr27dtZb+MXvXv3\nRlpaGpxOJ44ePcojSpRSHDhwAJMnT0Yz5yk5R5cNvUq6JP6SeA8B80W1The7j1YMHcgnW0cK2wCE\nt7hGGtThgKuBjW6o4+MBq9IjLxTY3XY4KEscDKTjPm/9sgwYM9L/k/zo0aPx8MMPg1KKI0eO4Nln\nn+WJY3/44QeGgAEeklXl9BCwamcN7JSNNEkZsQL+iVayzBRkoDEuNElaT/9LGtkU5INJz2P5z8sB\nAKviVuFSwbNw7w8HITU1FW1tbYiNjUXVAMWctbthULYJajWBy+WJZEa7EN+fESt3jQymAQuG3ba+\nuG/XVPGOTe3AOztw3ZWpeP25IYiLlXd+rVaLuLg4NDeHty6E5ANGKW0EsBHAZAAJhDCmPVkAKryv\nKwD0AQDv/ngAddxxiWO47/EOpXQCpXRCrxA7kUcCd9xxB/bt24eDBw9i69atiI3lM+L9+/cD4GvA\n+ur8G3zm6HOgJurTHl6NVgzK4S/IR46Ff5MoGnGE9xPqfiG46UcAUCWEnvY60yF0wTepOk7Abrgu\nLWBXg9TUVMydOxfXXHMNHnroIXzwwQe8/WvXruVtc0lWmZ3v7xcvoQED/BOtSEfAiIZA7W1UH0kC\ndv311zOvly1bJtq/evVqRlB89dVX82wzFHQP6HQq5Axgv2/dLQImJcLv7DXy8xXVuOfBoyEdk5IS\nuLI7EORUQfbyRr5ACDECuBDAYXiI2FzvtIUAvvG+XuXdhnf/Bq+ObBWAed4qyQEABgH4Pewr7wJM\nmDABN954I29s3z5Ps85mF2tsl6XLCnouf0asBoOh2xuxHjT3CvgTCDFmDbIyWDsBodfT6YRLQMAi\n1a8xEpU63QXCRtyRIGCXXxzag9mVV17J01WWlJTw9nMF9UIC5j8FKU20UgJowMIhYICnHREAuOo9\n7YgigYsvvhgJCZ7fe9WqVaLqLa43IpesKehe4OrAjhW1w+GI3lSyPxF+Vwcpln1dheJSS/CJXnQq\nAQOQDmAjIWQ/gB0A1lFK1wB4AMAir5g+GcD73vnvA0j2ji8CsBgAKKUHAXwB4BCAHwDc6U1tRjVm\nzeK7ZZSVlcHmtjOaEQDoow2dgEl9uKKlGXdXE4QhHB3YkcJ2WdWJXQFnNd9qRB2vRMBChTACZogA\nAXvt3RPBJ3Gg0WiQmMiK/9vb+Z8xbgSsXNDhIs4fAfNTzSm3CjLQmBCMGSsFnPWR8QLT6/W49tpr\nAXj+P1atWsXsa2howPfffw/AUzgwY8aMiLyngq7HsMHsvdXhoDheIp9YdDX8rZFdWgUJjy/lFk4b\np2DwPciEg6AEjFK6n1I6llI6mlI6klL6uHe8iFKaRykdSCm9xlvdCEqp1bs90Lu/iHOuJymlOZTS\nIZTS78O+6i5EZiZfG2GxWHitSoDAT70+KClI/xicw94kGpucqOkiw8lgsB4q4G0rKcjQ0RkpyNU/\nnoLbLZ+kW61W1NWx0cyYmBheCpPbbqiMY7BsUpn8ajv9ES1/PmBARyJgnWPGyo1scSNey5cvZ9I/\n8+fPP6OqsnsahAVNBR2QeHQ2ommN3HdQfusmnU76HiEHZ9ZKHwbiBVEPq9XKNO31IUYVvLQ3mj5c\n0YYhQiH+sTak9gr/Qx0pWPcd4G1rM4Ivlgr4EDbiNkZAhF/f4MS+/FaMlVmx9NFHH/EiXoMGDeLt\n56YZuSnTeJX/lLNUClINtV/RPgD06tULKpWKZwgrh4CpO8kLbOrUqejXrx9KS0vxww8/oL6+HklJ\nSUr6sRshOVGLiWM934MpefxIjNPpxvLVNcz+AX2NGDU8eirMhQgkwheas0Zqjfzo9eFwuSj+90UV\nNv7SwIzvPyjfFLwj0TilGXcQNDXxo10Gg4FXAQkAsergC4FCwPxDaEURDTowSinaf+Vb1Gn7ZOGV\nV15BZWUl87NmzRqkpaUxP+vWrQt67o5o5robhBEwYwQiYACwa5//qqOSkhK89NJLePHFF3Hbbbfh\nr3/9K2//7NmzedtS/R494/7JlJTYPlGT6LeVEuCphE5NTeWN+dzxA6Gz3PBVKhUWLFgAwLOwLV++\nHFVVVdi4cSMAj8v36NGjI/Z+CiKPugYHduxpwY49LUy1ow8btjRg1Q+1zP6pZyUgp3/0FlOEkoKM\n1Bp53RWpuOHadKxelovkJPZ7VnZCvt1QR66lx630y5Ytk9QQmc1mzJ49GwYZ/Z24qKys5G0bjUaR\nCWtHImB6vZ4pkT8TjVgBvgYM8OjATjes+/PhKGe1RsRohDo5CfGE8KKi3377Laqrq5nt77//Hhde\neGGXXms0w+ZRJjAwqkL7/vlDoFTKsWPHcN999/ndf9FFF/G2/Qnt/Y0D0oargSogfUhPT2fuKYmJ\nibLuR7yG3BF2w1+wYAGeeuopAJ40ZHt7OxOhu/766wNWmyqIbnz6NXtfUqsJrr60Y6ahnQ2hCN8X\n7dLr9bIJWNAH2P/slhzW6VQ4Z0oClq/x6JwtVvnFCh2JgPU4ArZw4UKedxcX48aNw5o1a2SF/X0Q\nlqxnZWWJ2hB1JAKm1+vR2NjIG+tpEbD5c9Nw0QVspciOHb/h+usXMNv33HMvCnfewWybjKc/MFv3\nn9d529q+WaLFqK2tDb/++itvTE4E7EyCG/yHIWOIRqzTJyXghccH4d5/HsXWHez3ruBYeCX1F110\nEaZO5fsAcTVg/HH/4tpEdQIICCjn95NKS/635jUmDXtB7Pl44IEHUFpaCsAj3j1qPYavG5cz8/9M\nbxadQ0jAVObIPaANHz4c48aNw+7du7Fx40ZUVLDOQPPnzw9wpIJoRnu7C998zxZNXXhOEnp7P0dC\nkrJacOxBgQ9jV1VnS62RGo0GWq22S0T4ab3ZavxQNKYKAZOJ3bt344knnsAbb7wha35+fj4+/vhj\n3lhubi7PggIIPwKmVqslP1w9jYDFxmgQG8P+Tu+/ux7l5Wy12bffrsF99y06HZcmidaNm9H0xde8\nMV3/fqJ5mzdvZp7SCCGglCI/Px+VlZUhkXwhqNMNojn9JDQScAkKnUMV4cfFaTB2dCzefGEoxpyz\nnRkPxy/u4osvxrJly0RE2h/RChQBUxM1EtUJqHexuhEpAf729t+xtc1z3W3udvz72sd4+9889Q7e\nrfP4lGVpM3EXuU10Dl4/yFoHdBEkYIAn0rV7927GuBYAZsyYgT59/PsbKohurF5bi9Y29rs37+rU\nALOjA/4ImEaj6ZI10sh58I+Lk39+hYCFgA8++AAPPfSQZF82AHj//fexbt06OJ1O7N27FzYbP4Uy\nevRo7HPnM9sERFZ7ldP94Yom+DQmPvz222+wWq0hp4cjCpcLVQ8+ClddHZq+WC7abRg9UjTGjXZd\nd911+OyzzwAA69evxw033MDsU2evgKuRjcrm/DgBBk4TclthGwrP3cFsOyps0PWLjFbqdMMNfijf\nQML7Gw8fYkZWhh4nTnq+jycqbXC5KNRqcYosKSkJEydOBOCJMPfv3x+33HKLXz2TP6LlLzLGvI8m\niUfApCojxxjHMARsv+WAaP8+y37eXCkIG3Lr+kX2ezJv3jz8/e9/5xUHKOL77o1Pv2Y7F5iMKlw2\nO3yvqq4Cd42klPIiYA6HA5TSiIvwuWhpYQlrvEwnfEAhYCHBZrPhxRdfxIsvSjdiLi8v50VnhBg9\nejR2W/Yy22aVOaDw1gepXpDdlYBxQ9INDQ1ISUlhbt7p6emoqKjwqx1pb2/Htm3beGM2mw3btm07\n7X5Ddf/1Hxk1jhEv3j4CZjQacf/99zMEbN26dTwCJkT90pPIeHJwB6+2e8DN6SGogUbWd8UfxoyK\nZQiYy0VRWW1DVoaYjIwfPx4//PCD7PP6J2CB/X2S1ckoxHHOtpiAjTXmMq8LrEdgdVth4Ojg9nMI\n2FhTLqTgM2IFOqchd3p6Ov74xz9iz549ADzi/Kuvvjri76Oga1BbZ8fajfXM9mUX9UKMObrXFIBP\nZFwuF2+NBAC3292pa2RpOeuR1r+v/AdglSr8e1r0/1U6AZ9++ileeOGFkAWmkydPRmxsLFwWdlGJ\nlZF+BKSd8DUaDdRqdbd2wt+wYQPvybmyshIHDx7EyJHiiBHgiXb5nmLy8vLw+++eZggbN27sEAGj\nlOJvFX/H3nZPp4LLEy4TtRt6teZ1fN24AgAwwjgcT1H5YnlD7ijedlVVFfLzPZHQKVOmYOzYsUhJ\nSUFtbS3Wr18PSqnfz1fTimqk/TMHKlPPL7ZwgX2q7Aj5AoDcETFY8yPbHL28QpqAhYpwUpAAkKRJ\nFGyLCVguh1Q54cQh62GMM40FAFQ5qlHlZIXSY/1EwIhWBXWCBq5GJ1wRImBCHdC9gv0VmYN4feJ6\nYpeGnoqvV9fA6WQ1TH+4KvrTjwB/3XM6nSIC5hsTzo0ETtXasXkba746caz8rie+9Swc9AyhSYio\nrKzEsWPHQj7urrvuAgC4KJtOkltWL9WMu7tGwLgQFin4G/Nhw4YNzOv777+feXrgjocDQgj+lHIb\nTjoqUeYox5un3sYRK9vTq9B2HK/VvokyRzlOOCrw55TbZRNwdVIitAIN2Pr165nXM2bMACGEIZCV\nlZU4dOiQ3/O5W1xoWlXjd39PArciWSW43Syp+wS5hyfwfh6tfNzvuQYI0rLlFfJLxQMhRmWGGmIy\nHMiGAhC74UtVRvbSpCBLy5o5c1OO3JSkjmgxzDDM73v5hPjOOgeiv3+IgtOJT5ezpD4lSYsLzgle\nnRsNEBIwh8MBrVbbqQRs8eOFWPTQUeRduAMWTmDlnCny3e17LAHbtWsXCCG8n0jh559/Dmn++eef\nj3nz5gEAXBxdi4bwPwiHrQVY17ye91NkK+6RGjBKKX788UcAHt2Nj0wFImA+/ZdKpcLMmTMxdqwn\nGrB9+3a0t3fMfmKYYShuTfkjAE+04eHKf4FSCkopHjn5Lzio54tyU/KNGGWUjtBJwTxjuuizx9V/\n+YgXN4IXrBqyYdlJ2e/fnREoAmandrS4W3g/Vrd/UtUvix/tihQBI4RI6r2CETBhxMufDQVX28Ul\nYNzXww3D/bruA5xKSDfgauicThFnUo/SnoqSMgt++52tFr7m8t7QaqN6mWfgLwLGtaeIdBXkK2+X\n47X3TqCiktV6T5+UgHG58kyegR5MwDoTv/32m6x5hBDcc889WLVqFbMIcyNgwqf6/9Uvw5/K7+T9\nfN/8Y0gErLv4gBUWFjIl9bNmzWLI1KZNm2C1ihfHlpYW7NjhEZvn5uYiLi4O06ZNA+D5EAstHcLB\n3b3uRF+tp3prZ/sufN24At80rca2dk+qM0Obgb/1ujukc8bMvIC3TSnl6b/y8vIAyCNgxFtpY9nT\nAush+W7L3RVcEb4KHXuA6isgYFU1kdNDSZGtYClIoe1Eip/2RFxt1z5O1IsvwJfWf/nAc8PvBB2Y\ngp6Bz1ZU87bnXRXc6DcQ8e4s8i3l1cklYA6HQ5SCdDgcnSrCB4AYsxpvvTQ0pGBPRwhY9wi1dAIK\nCgokx6dMmcL4BCUlJeHcc8/FWWedxZvDjYCpiTyy1BMjYL7oFwCce+65yMrKwq5du2C1WrFlyxaR\nIekvv/zC6N18xGv69Ol45ZVXAHiiYx01MTWoDHgi4zEsLPVEwp6pfg4qzt/o8fRHYVbLb8ehio1B\n/FWX8cYOHTrEmGna7XYMGDAAAP+msmnTJtjtdlGfsPjLe6PxM0+F0pkgxueK8FUSab5QkJmuByGe\nZrkAcLLKFviAEJAgoQMLSsDU8iJgXG1Xqb0Ujc5GxKnjeCnIsSZp/ZcPPDf8CJux+uDPxFKJgHUP\nUMo3Xx3Q14BJE+RrmToLlFJU3H0Yq1e+zYyVzz6IPm+NAOFUMatUKqZVV1drwHy4YEYScvqHVoHu\nz3dUDrrHSt8JKCgokGThM2fOxKOPPhrwWK63kTAC5g/+fMC4BMxHTk43AQvkJsy9GXNTjT4C9vzz\nzzP7hGSKaz8xffp0ACwRE+7vCKbHTMUV8ZdhZdMqnk3AxXGzcV7sjJDOFT/vGqjMfMLGjW65XC6c\nPClOJ7a1tWHr1q0455xzeOPmSQlo394Ee7GFEeP3ZPAiYB0U4et0KvRO0aHaS0AqqyNHwOLCSEFy\nNV8aaCTPAQDDDMOgI1rYvSnw/dYDyNRmoNXNRkDHGAO3/OE15O4kAqage2P/wVYcPsoaFF93VWpU\ndDKo/W8pmlbyNa8tP9Si5rkipD7Iv/9pNBrY7XZZBMxZV4+kO25njiVqNdSJ8VAnJsI4fiwMY3NB\nBBWKG97173AAACu/PYXPVlRj/tXBI4c+KBGwMNDU1ISamvCE0FwCdqZGwOx2O0OY+vTpg5ycHKSm\npjJVnWvXrmXImA9cgtXc3Ixvv/0WAJCcnIy6ujrs2LEDLS0tiI2Vn3/3h3+mPYifWzej0eWpbIlV\nxeKRtH+GdhKVCkm3iZ3J5brdr1u3TkTAQIDE+emofrLII8ZfXQPT+NP/lNpZcHEiYJFYCtLTWAJW\nVe35V6/XI+nvrM/Rvox8ZB8cEvA8wgpZYbRLDTXMqsCR0kQ1WwUZr473SzD1Kh2GG4Zjr8VTobuv\nfT9qdXXM/mR1MrK0WQHfS2jG2hlQIl3dG1s4VXwA8AcZ6cfOhvVwK2peKJHcV/tGOWJnpcA0jv3u\ncQmYw+EISMDcLS2of+Mdv++tycxAxmsvIXbm+SFd86vvlHcZATtjNWAAwqqEDBc9jYBt27aN6WF5\n7rnnghCC2NhYxgBz//79vD6ajY2N2L2b7cN16623Ys6cOZgzZw7q6jyLkcvlwpYtWyJyfcmaJFyb\nMJfZvjrhCvTWhtYLrdcDi2AYwa9Ms9vt2LRpEwDAZDKhoaEBra2tzI/PSwnwT9QSrk0D0XnoSMPS\nni3GJxGhXSwyUtl2ISerbKCUQq/XI/6mJObHPDN0Ai9MQSao44NGDzSchy9NkAcxrsZrn+UAT/81\n1pQb/L047YjcbUoZpILAGDMqBsMGy5dadBbqP6oIvP8D/n6u3svpdEKr1fJE+KFowJwVJ1F25Tw0\nfb3S75yy/VPx41djkJTInm/XvhaUlFn8HiNEW1t4bdGAM5yA1dbWBp8kAW7US9hqxR+4Rqxcl18f\nAfONcedGM7jpR6vVirfeegtvvfUWz82ea9WwefNmnl+YP0QqDQmAV1WmI/4rzITQ5QxA+svPotc/\n/0+0b+vWrcwXbtq0aUhISIDZbGZ+cnNzkZbmeXrauXMnGhoaROfQJOkQO9uT5vWI8cP/Akc7VBxi\nIewLGQ7SUtm/Y7vFjeaWyJARYboxWPoxVHA1Xvss+xm/OsC/Az4XXDNWBQqCIRqiX26rC42CogAh\nmr49BVcLq6ESRrv8RcBCqYI8ece9sJeUSu7rlazDudOS8MDd/XnjP/8ivm/7gy+AEA6if6XvRDQ0\nNITVs49LwIStVvyBS6pOh8tvpMElYF988QW++OILyTk+R3gusRowYADi4ti0m9vtxoEDB0TzOhuG\nMaPx33+yT4kOHVCTpsLh3EZQ1bPAoWdFx/xp2x+RlOQRW8+ePVu0nxCCiy++GCtXep66fvvtN+RA\nvJgnXZ+OZq8XWE+2pOD6a3EF+eEinRMBAzxRsPgQ+rb5g9CGQkqU3xFwNV51rjrUu+ol9/kDNwLW\nWZCr/VQQ3SAEuPYK+earnfV3b9/ZDGrhf+eJXgVq44w5Kdq2NiJupkdCILScEFZBBlojjZMmQqXT\nw3qoAC5OcMXd2oZTz76EzDdf8Xut865KxQOPFTLbv2xvxE3zpdsVChFuIAc4wwlYfX19eASMEzgM\nNQIGeD5cPid8bmSsuxCwuro67Ny5M+i8devWwe12Q6VS8YjV2rVrMXDgQGabUoqsrCycPHkSe/bs\nQWNjIxISIrsASkHXry/WXa4PPpGDOY+/gDm+v/9DT+HgQ0+J5iwCsMg7Z8Qll6Bg8S+iOaZJCdAN\nMMJebEHbr42i/T0F3NQalfmwEggZafy/V1WNDcMGm0WaLqEGTLhfCKEGzJ+gPlxkabOQrE5Gncvz\ntEy90UACgtHGUYEOBQCokzufgCnoGVCpCHTa0y++b91cz9tOuiULaY/koPrpItS9xYrh27Y0MARM\nbgRMao3MeOUFGEYOh7u9HXWvvYWax59hSqYbl32BtKf9mzynp+oxeKAJRws9XpRbdzbL+h0ppUoE\nLFzU19cHnyQBNcd8NVIRsK4osY0UfvrpJ6aCdNq0aaJI0NKlS3H48GFUV1fjwIEDyMrKwr59npRL\nWloacnL4lS+EEEyfPh2ff/453G43Nm/ejMsu41s/9DQQQhgxfk8GLwIW4RQkAJysikxFoLAdUTAL\nilBBCMFYUy7Wt/A7PgzWD0KMOng7M5VeBXW8Bq6m8EveuRBGNoQaNKkKcQXdAy4Xxdera/DnmwMX\ndnQ2bEdYaYUux4jUB7NBVASp/zcArRvrmf22Y+w84Xqo1+sljVgDrZEqkwm9/m8R3C2tqH3pVXgP\nRuu6DQAm+D1ual48Q8COHW9HY5MDCfGBU53Nzc2KDYU/9OvXD4899hgopfjoo48Y8bQPYRMwTgTM\nSeX954fS5yrajVi56cc777yT6RDgg8vlYqw81q5di3HjxiE7OxuAx7BVSnA8e/ZsxqT10KFDYREw\n4Xm3tm5jCMA407iQz9fZSLg2DTXPF4Pae+5ix7VpiUQKMkOQgqyMkBeYkHBFmoABQK5RTMCCGbBy\noe6lkyRgWT/9hbedfVB8bNZP3K3A0UAF3R+frag+7QTMcYI14064MhUqvedeQLQqJMxNZR4+ufOE\npqvCVkShiPCT77kTtS+/xkTB2rdtB4b6J2ATxsThw2Vs4diufS04/+zAbZw6Ev0CejgBS05OxsKF\nCwEAZ599NoYMGcJjq1ICaTngGnta3PKqJaQImMlk6nYRMEqpyP9LiPPOO49HwO6//36Ut70LAHhv\nOfDGG+Lz3r64LwDPnEf+Ayxe3PFrnWQ+C5PMZwWf2EGEq5PwifGbe3BfSMIT4UdAAyZIQUbKC0xI\nuPw16O4IxkqQrTEm+QRMk6KFvTD4PAUKfvu9CSVlFvTvG5qpaKRAKeURK+N4/vfLyGl27ThpA3VT\nEBWJqAhfk5IM/ZBBsBV4egLbCo4BQ/3PnyBowL1zb3NQAubrBBMuzpgqyOzsbFx66aW8sXAjYBpO\nWqXFLa+djIpjCOf7IPmMWLljQHQTsKqqKqSnpyMvLw+TJk3CqlWrRHPWrl2LvLw85OXlwWaLnFlm\nT0TSgtA1iN0JkRbh907RghvojFQKMk5EwCLvzTbaOEpkyzFWRgWkD1wvMAUKhBB4juLzlYErEDsT\nrgYH3O3s910/0MTbrx/EblMHhdPr6dcREb4UjBPYzIejIrAlxsihZhgM7H/izr0tQc8v7KgT6tod\nvSt9J2Dq1KlYsWIFsx02ASMs+25zt8FN3YwJ4wDdAJxlykORvRinnPzIiM9y4nS1WYgE3G43fv/9\nd2a7uroat956KxPpaG5uxvPPP8/0gjSZTJLn6UkIVkVkHBMHV6s3vZykRZm9HPXOehBCEDcuDuaZ\niXDXs8UcRNdznou45qROOOGkTlED+1Cg0aiQ2kvH9IGsqokMwRdXQUY+BRmjjsFg/SAcsXmeyGNU\nMRiol98JwV8lpFSBAbcIIVgBgoKegfOmJ2L9Jjar89nyapG9ghQ6o8LVUc5Gv1SxamgE2k1Nkg7q\nJC1c9Z6UoqPCCm26XjICFqoGjPc+GewDrrutPeBcrVaF3BEx2L7LI8DfuSe4EF/oWxkbGxtSZi16\nV/pOgFD8XV9fj7y8PHykZ2+2Gc+8goPPvRbwPLHlbDkrBUW7u50R0t6acjNuTbkZD1Y8hM8bv+Qd\nJ0XAfHqv7kLAhCguLsa2bdswefJkAMDy5cslG3Gfyej3yWg0Ohvx6qk3sK5lPU4c4z+JqRap0F/X\nD2NNY/BQ2oPQqkOrzIxmCFt1Wd1WWaLzQEhP0zMELFIaMC3RIkZlRqvbIwjujBQk4NF8+QjYaOOo\nkPsYGWkAACAASURBVNozKREwBYEwdJAZp+oc2JfvycocLGjDgcOtGDWsY9+3cGDnpB91/Y2Sul9d\nfyMsXgJmL7fCNCG+Q1WQUiB69l5KZWRjJoyJYwhYRaUtoMShra0N33zzDW8sJiZGIWD+0KdPH952\nfX09kpKSMEEdmsmhsES91d0ma1GJ9IcrEnj9ji04dtzzZHDfnf0w+3y2v93yNTV484MTADzeMk8/\nPBCAOCy7bNkyhoAtXbq08y86gghkXyAVOTgI/9Euf2h2teDq4utQbC+R3O+GG0X2YhTZi3F3rzsj\nbgJ6OiEkGBZqRQw6SMB66+DrN3Cy2g5KaUR63sWp4zkErHPaQ/XX92Ne99P1DelYTW+FgCkIjHlX\npjIEDPBEwUb9s+sJmLOGlQaozNJFZdxxX4N5KSf8cEX4AEDb2aiXSkY2ZvwYfheNnXvFUbADBw7A\naDRi+fLlaG/nR9ViYkL7vw76+EUI6UMI2UgIOUQIOUgIucc7nkQIWUcIOeb9N9E7Tggh/yWEFBJC\n9hNCxnHOtdA7/xghZGFIVxoB9O3Lv+E1N8vz+hAiXiUkYPJ0YNFIwHbta8Gm3xqx6bdGVHPSOUu/\nqsL82/Ox6bdGbNnWiOuvTcf4Mfzfe+rUqQCAzz//HA6HA5WVldiwYQPUajUmTZrUZb/D6caItlN+\nfwDgi4aveOQrThWHc2Nm4NL4OTgnZjrSNPJNE7sb1KIImPwWH/7AFeJbrW40RsiagdstQUs6x3me\nqwELtU2T4oavIBiuvSKVp5H8fHkV3O6ur7Lmmq2qjH4ImJG9N1C7Z76w7VBH10h7UTH7fjHBWzNN\nEKxxOyTSkJMnT8aYMWPw+ONiX7FQCZic38IJ4D5K6W5CSCyAXYSQdQBuAvATpfQZQshiAIsBPADg\nIgCDvD9nAXgTwFmEkCQAj8JjxEG951lFKQ2vFDEMpKSkQKvVMiyaUirZHidYTnxP+17edosruFgP\n4BMwKSNWl8vFm3e68MHSk/jL3wtAKaBWEyx5fbiks/KkSZNQWVmJoqIi/PTTTygoKIDb7casWbN4\nLYmE0KVt8LuvJ2JFE9uLrI82C6tzViJOzT5pUUpRZC/CN42roSc9J/0IAAYVvwqrnUPAbkq+Edcn\nzcd7tR/g5VP/lX3OdJEXmA2JCT2fnCgpSAXB0CfTgOmTErB5q8fcuazChq07mjD1rM43tuaCa62j\nMvkjYOw4dXjmBwpScEX4clsRWXaw/Ye1/fqCADAaPAx1Sl4Cr3Chrc2Fyxfs5e3/x739cYl0S19J\nRDwCRimtpJTu9r5uAXAYQCaAywEs8U5bAuAK7+vLAXxMPdgGIIEQkg5gFoB1lNJ6L+laB0Dcy6UT\nQQgRicJ9pCcUCNMT3TkCJsQb75/An+/zkC+tluCz90b6bWtBCMH8+fMBeFKPvvTjggULuux6uwNq\nHCyh76vryyNfgOf/MUefg0Wp94bcMDzaYVbxv29WN6sN0RItjCqjKNpkMKgQH6dBfJwGBr3YIDQl\nScvsj4/ToLbO0Xm/QBRB3QXtiBR0f8y7in+//mx511dDUgcb2CBGaZpBJCJgkRTh244XwXGC1dvq\nhwwGBWCxUlisFE4nX7rw4hulKC6zMfv//Y8cGAyheXJGnIBxQQjpD2AsgO0AUimlPteyKgC+v3om\ngHLOYSe8Y/7Ghe9xOyFkJyEkeK+bMKDX8yMM4bjYxgoIWDgRsGg0Yn3vfydx7z89AmGDQYWvPxqN\nyy8KrHnyka0vv/wSO3fuhNFoxBVXXBHwGHvVeaKf7oyD5l5+fwAgXcs2xv217Tfcd+L/sL75J9Q5\nw6vC7U4wCQiYhQZPQVqtbjQ1O9HU7BQ9uX+4rBL3/vMYs/+DV4fhnKmJEb3maIUmuedH+RR0HFfN\n6Q0tpxXRV6tr4HB03AImFHAdZ4hKOtVONJxxb8AsUkEKSilqHuO3iTOfPdXv/BMnrXjxjTJm+/pr\n0kSSGznojBQkAIAQEgPgawD3UkqbeT3eKKWEkIgkmiml7wB4x/ueEU9eCwmYVAQsmK1AnEADdsop\nrxlntEfAfNUfJqMKKz4ZjXOnBTahA4ChQ4di3Lhx2L3bE+q97LLLEBsbG+SorkEwYXZXtVu5LH4O\n8q2sPfmKpm+woslTPZOpzcRk81mYl3gtxhrHRERMHk0QRsAs7vArZI8VtWPRQ0eZ7VtvyMCls0Iv\niuiuUBnUUMWp4W4OPWofDG+//TaOHvX83xJCYLPZRPdKBd0DSYlazDovGWt+9KxLdfUOrN9Uj4su\nSOmyayAcAui2SpM/t4WrE/PEgoTpRuEayRPhO6W/B/biElQ//DiaV6xmzx8bA/OM6cAn0vKih58q\ngsV7PUajCo8/mC3r9xTCbA6uM+NC1kpPCNHCQ76WUkqXe4erCSHplNJKb4rRZ+ddAYBbbpjlHasA\nMEMw/nNIVxsBRCICplfpYCAGWKlnMTnhCGzw5oOw8Xa0ETAfXG7AZpNPThYsWMAQsNOVfjwdQlO5\nuCHpemxr+x0bWjeK9lU4KvBV43J81bgcU8yT8XqfV3pUFaRJxb8hye0cIYTD4cZNdx5Cu/cmOTDb\niOf/NajD19fdoEnRwd7c8UIGLurq6nD33XfzTJPHjx8vajGmoPtg3pWpDAEDgE+XV/slYIECDkB4\nPmFcL0NqkSZK7naO96FXDyYU4QurIHlrpICAlcyZC1A3XLXi9kBJf7oFKj+65J17mrH0qypm+747\n+iIrw7+GORAiHgEjnkfy9wEcppS+xNm1CsBCAM94//2GM/5XQshn8Ijwm7wk7UcAT/mqJQHMBPBg\nSFcbAUSCgAEeHZjV6SFgFY6Tso4RfpCizQm/V7IWp+ocsNncmHvzfix7ZyQumx08wjBv3jy8+uqr\niImJwaxZs7rgSsVwuym0qT8FnJM7MgaP/l825swM/0nQdzMqs5fj55ZN2Nm+C1XOarioCwaVASma\nFPTRZmGwYRAmmz2VoHqVDu/2fRO/tm3Fh3VLsK1tu2Qq7re2rXim6nk8nfnvsK8v2iCKgMlIQUrh\n6f+UMBVJajXBktdGwOynvL0nQ5Oig70osgRsyZIloo4Vb731lkLAujHmzEyB2aRGm5fkrPr+FNra\nXF32nZETAaMyI2A+UuZwOASFavzPrOuUNFHUZmUi+Z47pa+BUtz/r2PMdkaaDvfd0U9yrhx0Rgpy\nKoAbABwghPjK//4BD/H6ghByC4BSANd6930H4GIAhQDaAdwMAJTSekLIEwB2eOc9TintchGMsOpR\nJezfAHmMP04dh2qnJ+hXbi8PMtuDaE9BPrY4Gxu2NOCrVTWw2ynm3ZqPj98YgbmXBRaGZ2RkoLi4\nOOCcrkbuyBgMHGBCS6sTv25vQlu7C/vyW3HDnw/i8LZJSOsdfnrl3dr38Vz1i3AhcCro4bR/4OZk\nj9sKIQTTYqZgWswUOKgDBdYj2Na2HSsav0GBjfUbW9P8Lf6V/gj0qp4huDYKqiDDiYBt29mEp14u\nYbYfuq8/Jo7rHJ+uaEekvcAopXj77bcBeKrEL7jgAnz22WfYtGkTCgoKMHRogOZ5CqIWJpMal1+c\ngmVfeQT47RY3Vq89hXlXpgU5MjJQx7NrmNtfBIwz7quI9K19djvrC+Yb4xp8y62CVMWYkfW/96FJ\nktaJLl9zCr9ub2K2H38wp0MkNTExND2qnCrIXyilhFI6mlI6xvvzHaW0jlJ6PqV0EKX0Ah+Z8lY/\n3kkpzaGUjqKU7uSc6wNK6UDvz4ch/3YRgPBJL1zBO9eM9ZjtGOzu4D3pop2AaTUEH78xHAvmpnmv\nieL6P+dj2ddVQY6MPiycl45P3x2JNZ+OwTf/G82Mt7W7GK1bODhqPYZnqp9nyFesKhYzYy/AHxKv\nw9UJV2Gy+SyRRlAILdFilHEkbku5BatylmOQfiB7fe521LnEIfTuCi3R8vy1rCFqwFpaXbjpzoPw\nPTdNmhCHB+4O/oRaPPIo76enINJWFD///DOj/VqwYAFuv/12Zp+PmCnonvjDVXyy1ZXVkLo+bAqP\na8rKhaOSXYt9pqy+tc9isTDbwjHuPH8gOh1iZl2AnK0bYZo4XnKO1ebGP55gu9uPGx2L66/pGEHN\nzBTVFQbEGeWED4gJWLhkh7vI2qkDx2yFGGEcHvAYuR4np1MDptGo8N4rw6DTEXy4rBJuN3DzXw/B\nYXdj4R8yQGHG9AueAAAcLR+E1jYnYszs9b6zpAI79jTDrroU51+Uh7mXpaHJ1cR7j0g5l8sFV2tP\nCDB0UPj9Kb9s/BrUW7JDQPBdzjfI1PG/dC7qwgFLPtPz8PVTb+K82HMxzCCOJqihRoyKH7aOUYUm\n5Ix2mFUm2F2em7DPaV4uXn6zjDFajTGr8eFrw6HR9JxemaHCnxlrqb0MKxq/wa9tv+GkoxJmlQlW\ntw1aosVZR6YhSZ2ING0ark/6A86PZauOuSTr5ptvxqhRo9CvXz+UlpZiyZIleOqpp2A0GqXeUkGU\n47zpiYysBADWbqxHXX3XWLZos1gC5ii3wm1x8Xy/3BYXr1+k1kvYhNEufxEwjUYDdXIyXnmIvVe6\nVUBLPEFrHEHJQA0s5t2AZTbA1j/hb1jPvBY+iD//2ECo/FRsykVGRkZI8xUCJkF25IgShV5gv7fv\nCErAfNE2u93TPoX74fKFXP1dU1dCrSZ484Wh0OtUeOujClAK3Pa3AtgdFBdfmIJtB6Ywc202Cp/B\n8DOvlOCRp4sAAEZjDlZ8fCXOm56EZlczJm56DJVOTyTt68anMTfxKuYcR6xHMWDD3XBQB9RQ46vs\nzzr8O3z8eSV++70JLS1O/OINMRsMKjz36EAMGRg+weGm0Cgo9lvzka5N57XcURM1xphyme21zevx\nYs1/MMIwHDNizsZw43AkqhPQ4mrBD81rscfCGvuON40Ttbrq7jCpzGhweYwh60O03uC63L/0xCDk\n9O/5zd0DQcoL7Ij1KK4uvg7tbk9blIH6HJwTMx2xqhi44EajsxEnHBXYZ9mP8daxDAGrqanB8uWe\nmqoxY8YgN9fzmV24cCEef/xxNDQ04Msvv8SNN97YRb+dglAxaUI87F7TU59tgt1tx872Xahz1WPh\nvYmo2JcAFTxrT2FxewcbgcmDNl0PqAG4AFDAXmKBgdOT0l5sYawnAEDXz0PyfalFH9nSarWiMcBL\nwPR6rL8sMpW6V1zSC9Mnd9zORomABUGkUpDCSrUVjd8weh9/8BEr3zVwCRj3urqSgJUveBJJl3kW\ntYd7leCxg2z6i14PJOeMBrV5vgAPNwPnWd+TPM9TLxfjX896dGBGoworOTYWceo4PJP5JBaW3gIA\neKLqKUyLmYo0bSqc1In/q3gQDup5Mruj15+Qaxwt+R6hYO+BVuw9wBrkqtUEi/7SF7dcH9oTihCz\n4i7EsgaWIN5ZfjdiVDEYbhiGwfpBGGcagzxzHjK06aJjD1oP4aD1UMDz35DU80xsuUL82jDTq8lJ\nWpHB5JkIqRTkisaV/8/eWYdJVf1h/HOnZ7t72aBDQhpBQkQEFUVAkVJAQAURQVBCECkBf6iEIiJK\nCgoCAioNEkp3LGyyXbO9O3l/f1x2ZmeDBkF4n2cf5p57bsxw7znv+cb7tZIvgDmBs8tdDIqiaM3c\nBliyZIk1rT8iIsJaK7ekq2fhwoWPCNh9jDdeC+CN12xj2o7cnYxK+NDmdWgBLi1dGOz1JgO93kAp\nKEsahO4aBIUMpb8aY7w0rxVdyLcjYEXnS4zNXkrkztKcdy0XZEkCVl7s9u1gxJCbq8taER5ZwK4B\nk8lEfr69C+RWCVjpCfZM0VnOF12wupnK0wa7UfPqvRRi1TQ6X+E+QQBti1P2/ctRBp7yeTSTZ9nI\n14Zl9WjT0n410cqpJb3ce7JCt4pcSy7jEj/mu0rf8F3695wuOgNAbU0t3vF663a/EgDvDQ7mped8\nOHYyhwnTo8jLNzNtTgyRMYUsXVDrll2gLR2fYIjXIBalL7bGgeVZ8jhUcJhDBYdZrlsJQFunNoz1\nG01ldWVaODUnxhBLrqViwV6VoGKEz7s879L5lu7rfkZJMdb0G9TMK42MTCMTZ0Tx2UMoPVESinIs\nYF3cXmCFbhX5V0nY81Ev4avwIUgZiJ/SjxBVCJXVYTR1bGodtywWi537saCgoExhYYADBw5w6tQp\n6ta9/UXRI9xdLMtcwaSkT60hEsXIseQwK/Vz9ucfYHnoD9TOT8OcbSR5ahQ5G1Ox5JcKkpeDYwt3\n/CZVQVPt1r0FyiCNlYDlbk3H7SXbAiqnhERGsfULrj1HFpMypVJpHb+jatsSmADCz1a32y69f+6B\n8hPmlqxMpHnj25P/8fT0vGYJvvLwUBGwxMREuyxIhUKBIAhUyolmavJ0NmT/hl7UV3h8e+d2fFvp\nawBCVGUDgcclfszXwXP5K29/uZpP5T1cxWSrtHn1XqH0Awr2D3Hp/QlJ9r/PlM+jmb84HpAEXDcs\nr1ehMvlHfqPZl7+fWEMcu/J2Myf1S77NWAyASlAyO/AzVHco+69SsIbmjV1p3tiVAH81rwyQSN7q\nX1N4pp0HvbuXtVDdCARBYLTvSLq5dWVz9hb25x/kTNFZOwsEwK683ZyOOcPeqjsY4zuK932Gc67o\nPKcLzxBnuEKOOQcREQ+FB00dGtPYoRGO8v9W7FcxShKwDNPNWcCUSgHj1TpxXyy8wrPtvcqQ+/8W\njCj8bO+/MTEJhbc7sqsl1JS+KpRBNreL0kdFZU0NdlfdwebsLRwuOEKE/hJxhitSlnappNPWTq1Y\nEDyXvdv2WjOXu3Tpwvfff2/Xb+3atdaA/IULFzJ//vy78WUf4Q7hTOFZPkmaUoZ8lcTf+f8AYNFb\niOl5kqKrHgJVqBbXl32ROcjJ/TOdgkPZ5P+lI7rrccI3Po46/Nbc/qoQLQV/S5a4nE1p5L2SiVMb\nD3J3ZZD7u42AlbSMlWcBk8lkCIJg13an8eNPSbw9IIj6dW5dRLzYgnwzeKgI2JUr9uzXzU0qc/JB\nwhi25tqC87SCFn+lHzJBRqYpk0yzVC8802SrG15JVfbHPlF4kuYRT1Z4/ZsJMHxQUJJ8bVxRjydb\nVDw5OsgcmBU4g1eieyEiMi/9a+u+ET7Dqa6pdlfu8aXOPrzY2Zv1myV5kQ8mXqZjO0+8PG+d7IWr\nwxjm8w7DeAeLaCHaEM3+vL9ZkP41qSbpOummdLbn7uTd+BHXPNdCFtltl0eKH2SUdEGmmlJvKglj\n2JvBfL8ikaxsE6IIA4af4+jOJri5Pphled5+7C2UQdK9f5Y2nSkxn9h3MJ7HdK67dfNSLUAmw6Fl\nc1y7dsH9jT5UO9i8zHk9FR709exNX8/egORuTDelc9kQyeL0H6wLwj15f/Gzbi0bF22wunEGDBiA\nh4et6oUoirz66muMHj2anJwcVq5cycyZM29a5fsR7h0+SZ6ChRsrN5SzKdVKvtRVHQjf3NAaIO/5\nZhCJ718g65cULNkm0r+5QuDM6tc6XYVwbO5G1mpbBn380HM4d/Aid6u9Fdyxqc3yVN4cWfxv6bbb\nhbubAl2WFGMqijBm0mX++PnWq5HUqnXtGPDy8FClE5UmYB4eHlzWR9qRr97ur3G8xiG2V/2DrVW2\ncKTG3xyufpBvgufT0cUmMloeAbseSj9cJYVYi2PABEG44/7te4E2Ld1p2cztuv0aOTTkTc/+dm0N\ntQ0YWKrtTmPOlGo4O0mDTEamkTGfXL7OEeUj0ZhURnJEJsiorK5MX89eDPEaZLevdAbow4iSFrB8\nS4F1QXMjCApQM/cz2wRwJUHP8LEPrqyEOdlE0ZFCio4UYoq9wYw0i4WCvftJem80cd16IRrtj1uj\n+4VBcW+xIG0hO3J3cr7oAonGRAyiAZWgQi7Yjydh6lBOxoxA7r0Nufc2BLWN0CUk6enY/QSeVf8h\nX72Wdl0Oc+pM0iPydR/jfNEFjhYcs2tTCSoaOzSihrosedKtSrJ+9hgQZJedKAgCXu/Y4qGyf02p\nUMfrenB60r6UnTnbRNbPyZhLJNYIagGnNrZ+5QXhF/97pwlY3VpOPN/RJsq9a5+OLdtuXQKoTp06\nN33Mg2NquQM4f94+3snDw4M0k73oqlamsctoA2l12cGlvV2bg8wBX4WPVYz1RnAjFrAHyfpVElu2\nZTD4/Qss/F+N66byjvAZzirdGmtM1Hi/sciF24t7k8mgVuCX5OXlsWDBAho28CM5OZmnnnoKgE2b\nNnF8d1NiYlPo378//+zRYDZvvOl4u7W6dSzNXE4Hl6d5wrEFNTTV8VZ4Y8HMxaJLrNb9bNe/gbb+\nTccp/NdQuiB3jCEGT8X164wW45UXfdm8Nd2qY7RqbQqdn/aix4sPX1B+3radZMxbiNeIoXbtu3P3\nsj135zWP9VP48qbXAFo5tQQOlNm/fksaQ0aeJ1NnQqEQmDQmjJFvhyCX/7fqk/7XsD5rg912sDKI\nr4PnUUtbE5CyZMckjuVMoRR+b4i1+aXV4WUlRkrGZIlFFkwZRlRBNz8+K7xVODR3o+BgVoV9XDp5\nI3ezWbPvpQUMYPqEKvy+PQOTSXLdfvjpZTq09UCpvHkjSO3atW/6mAdztr9FbN++3W7b3d2d+tp6\neMjdravyRRnfs1r3C7W1taiirkwtTU0aOjxOuCqsDDELVYU+9ATss4lV+HDyZURR8qMD1yVhapka\njUxjJWDO8tsv3i2TyXB1yuLksb1kZZzE06M6mzcf5dw5KevwyJEjdO/endMnzxAZsZOmTZvecrJD\nhjmTVbrVrNKtvma/9s7trIPgwwzHUrpmsYY4Gjo8flPn+HJaNfb9nUV8omQpHjrmIk80dSPQ/+Er\nGJ0+Zy7uA19H7izFzvRw78aLri8Qb4wnwZjEnmN7OHTqEKJMRGFQ8HSL9nSs15EwVWi57pX8AjND\nRp7n+xXS+1slXMuyBbWtsgaPcH/jdOEZ62eloOTHkO8JVdtilKtrqrE6dCXvXHkXsImeAnbWKGtb\njn2bwuPW3f2eA4KuScDcX7WPxS0vBqz437sRA1atsgNDXg9k3ndSKM3FSwV8tyyRt/oH3fS5boWA\nPXi+rlvErl27OHDAftXn4eGBVqZlTtDnBCht6aM5lhwO5v/NsswVfJQ4ng6XO/HU5Y6sz9pod3x5\nwprXwrVkKB5UAtb3FX8WzalJ8bj+409JDBl54V8pjt2woaR4fPToUeu/MpkMhUJh1wbw+OM3RwCK\n0cSxMe2c2l6zYLa3wpsBnm/wRdDnt3SN/xpKW8AuFt28xc/dTcnir2xkNivbxMDh5+7rIux3C+aM\nTDK/tQ+aV8lUhKvDaaxoyKI+C/lt2AY2vbOR9SPW8e2ghYQqQyqMbRk8wka+3njNn0PbGj8iXw8I\nRFHkfIlSZs+6PGNHvoqhlqmYF/wFAM4linLn7iyry5dbwg2nrumIzOHWvRPO7T1xal1+XLBDYxcc\nSoWt3AgBu9EyRDeKce+H4VaidNKns6PJyr45wVoPDw/CwsJu+toP1mx/k4iOjqZv376IosiOHWUL\nNRcHnrZyeoIdVf5kR+4O/s4/xPHCE1zSX8Yg2mJ9Yg2xvJ/wAVqZlmdcngagjvbmGO9/0QIG0Pfq\nKubNEecRRfjhaozBN59f3x15J1GagB07dowaNWqgVqvLELDivjeLqivPMnGfGZG6pDnrSXY3kesC\nZgcVzu5+1AhpQZWmnZE9gP+PdwulC3Lvzz94S+dp29KD9wYH88VCKZZzx14dC76PZ+jAm4/HfNCR\nvepnvEe+W6Z93rx5xMXFAdCxY0f++OMPTp48yYoVK+jTp0+55yq4WhTZx0vJ2wOC7CpbPML9jWRT\nil2caQfn9hX21cgkiQSPvgFkLolHNIhkrU5CHa7F7RV/ZBoZuX+mkzI10nqMz4jQ27o/QS4QtKA2\nUV2OYbhsnynu3jMAodT8UNF8eDdiwIrh6aFk7IhQRk+S4oLTM43M+DKWGR9Xuc6RNrz44ou3FLv9\nn37TdDody5Ytq3B/ycwftUxFJ9dn6eT6LAAm0cTFogh+zFzGL1nrrP1W6362ErBGDjc3id8IAbuX\nGmB3En1f9UcURQa9f8FKwgQBvp5970hYMak6duwYoihy9OhR2rRpg0ajYe3atda2kn1vFoWHj5Lz\ny3oANEBoqf1GvudSgD9+0z7BtftLt/hN/ltwltm7mM8VnSfNlI63wqvc/nVqOmG+atny91Vj0hkx\nxhUiGkXGdvUlKqaQjCxphbplWzo9uvhy8qxNY61l07LJINt221b1jRu4PLBZlMXQn7+AIToGVVio\ntS0zM5OpU6cCULduXX799VeqVavGlStXGD9+PN27dy9Xp6hFE1cOHMomNd3IE88eYfqEKgwdGHRP\ny4U9wq3hfNEFu+1qN5BJrqqkJfib2sS/dx5LjpmUqVGkTI2y6yOoBXzHV8Hl2bJVYSKKLtHBuT2x\nhjjc5W487vA4EUWXqKYpX6NP7qIg7Jf6ZP6QQP5+HQWHpRJAeft0uJWqvVg6CP9ux4AV4603glj4\nQwKRMZKVbd53VxjcL5CwkBsrw/Xyyy/f0nUfGhdkeXB3d0dn0rE7dw8msZTfW1BQW1uLUT72EgLF\niu0gZUKGqK6voPvYVUvZjSjh3+8WMFEUCa2ksf5FxhRw4VI+0bGFdH3eh4X/q0G1Kg5Uq+LA/kPZ\nfPHNFU6dOkXLli1p2bIlw4YNA2Bh8HxWh65gdegKApT+LF682NrnWqT5WqhWrRpOTk7odDr++ecf\n4uPjadiwIY0aNUKn03Ho0CESEhJQqVS3lDJcGg5PNCP0zw0Er1mG38wpaB6vD4ApMYn41weR/tXX\n1znDwwFvZdlBfH/efuvnRGOS3b4vplVj+9K6/NTcnXpzYrhYdz9Rzx0j+qXjJDx3jMkHs1iikbNh\nSCW2rG6ARiOj86snrX8paVKpL1EU+WVjCm5hu+n86kle6HWK8xEFuLrc3+/YjSL/L/uQiunTV4s1\nRwAAIABJREFUp5OVJcXbfPLJJ2g0GsaPHw9AXFwc8+bNK/c8o4aGsGlVPXy9VRgMIiMnXKJLr1Ok\nppVfRPkR7h9EFNkyghUobmg+AnB+2ouq+5oROKcGLs95o6nthNz96nshg9Cf6uP5etmyOmuzfuXF\nqG5szd3ORX0EfxccYkH6N3SMfI4hce8Qb4gv93oKTxU+I8MIXVMfuZt0ndwdGYhGe+mM0gaJYkJ2\ntwmYWi1j6vjK1m2DQWRcCUvgteDi4mJN9rpZ/DdGoluEh4cHOnMW/eMG4Sp3pYVjM2ppahGoDEAl\nqEgzpbE261e7Y54tIUUBkjJ6rCGuwmsEKQNp6fgEcP+6IBMMCWzL3cE/+YdJN6dTVV0Fk2hCI9Pw\nanRvvBSe+Cv9ed2jD4LgRUycTbOsZaejdudyc1XQ5VlvPnwvxFq3TxSDycvL4+TJk+zfv5+3336b\n+jVttRINBgMTJ04kISEBjUZDhw4dbul7yGQyGjRowF9//cWiRZK2VsOGDa3FhIvb6tati0p1+4Kv\nck9PHFva6mJ6vD2IpBFj0C1aAkDKhMm4dn8Jpb9fRad4KOCr8CnTtiRjKZ1cniXbnM36bPvYSkuh\nWXJZREqrUdeXfXHr6ovcVUHRxXzSvowl/0AW+Qey8B0XjqpX2fIfZrPIhOmRzJ4nvZvenkpWflun\nQpHg+xVByxcj5heQseBbik6etttXsO8A7n1fAyAmJoavvvoKkN6D1atXs2bNGrsas1OnTqV///52\nlv9idGjrydGdTXjzvfP8viODP3Zm0LDdIb77sibPtPO8i9/wEW4HOSWqawSpglAKN27ZVbgrcevm\nh1s3aXwyZRqI7X2KotN5xL97ntCV9VCF2ixAB/P/5oOEDys839bc7cQYYvmjyqYK+wgKGU7tPcm+\nqjOWfygbpxLv5L0Owi+Jlzp780RTV/ZfrR38y8ZU3h10fRmhF154AbX61pKBHmoLWMmBKNucze85\nf/J56hzeT/iAofHD+SR5CmeKbJWzmjo0oZtbV7tzSCndFeMV9x7W7MnSqvf3AwHbn3eQdpefYXLy\nVP7M3UqiMYkAZQDVNdXxV/ijF/UczP+bxRlLiDOWLePg5aGkUqAaF2fpu2Vlm/jxpyS69j2NySSt\nbgRB4MMPbS/u7Nmz7c6xatUqEhISAOjfvz++vrcuL1DsWvzpp58QBIH69evz2GOPoVQqWbVqlV2f\nOw1BEPD+cKStwWQif/dfd+VaDxLKI2Cni87QK6YvXaNfIc+SZ7cv47t4K/ly7uBJ4JwaOD3pgbae\nC+49/AldWc86cqX+LwZTur2lJiPTyHM9T1jJV+MGLvyzrfEDR74AnDs+jVvvVwnZ+DOq6vYunoJD\nR6yfJ0yYYCVbderU4dKlS0RERBATE2O19mZlZTFt2jQAHB3luDhLf/oiM1nZRjQaGeuWPsacKVXx\n9FBSpLfQ562zTPk82vouP8L9hSKLTVLCpVQ2+Repc3ku8kW7v3VZ6/n9999Zs2YNa9asIS/P9u4p\nPFSE/lQft1f90Hnl8vfYXfy8co3VOzMz5fpJRWbx+pphLh1KJAGUEmWtiIAplco7QsBeft42Fu05\nYJ+dKQgCK7+11/J68jl7A0NpuLu7W63Mt4KH2gLm4+NDJVUwP4et4nD+Ec7rLxJvuEKKPhU9epQo\n8VH40MCpPs0cm9LeuV0ZvarWTq3wVniX0RMDcJG58Jr7K9bt+9EC9lXaPKtb1Vfhw64qW8stB5Rs\nTMFBpiU3x779i2nV6PGiLxaLyIwvY6wFuc9H5HPsVC5NHpeyBbt168b48eOJjIxk+fLlfPrppwQE\nBCCKopWQyeVyPvjgg9v6PsXkqqCggOrVq+PsLA1KderU4fjx48CtZ0DeCBRenlIRTVGKYbKUU1/v\nYYOHwgM5cmvtzGIcLTxebv/8v20Do2NL9zKxSKoQLapgDYbYIsRCC0Xn7eu7du55gkydFFLQv5c/\nX0ytVm4N0wcJCi9PglcsIbKRbcFniI5FNBo5ceYMy5cvB6Bp06YcPHjQ7jczmUzUrl2biIgI5s6d\ny9ChQ8nPN5OTK/1/9BxkX57Z1UVBw3rOvPqSL6+/dnvF6x/h7qKoROm80tavRGMi54rstS8zTBmc\n23qGL76QMiLnz5/P22+/bd0vd1GQ3ltPs/qSF6Lx5cZ069mdS0WXOVloXxf4VuH4pDuCWkDUi+Ru\nTcdvUhXr81rscjSZpPe3pAWsuO12siAD/K5tqfL3vb4l66WXXkKhUKBWqxk6dCjVq99apQB4yAlY\ntWrVUAgKGjo8btUl2rVrF+3atbP2ad26NRN3V8xw1TI1/T378VnK7DL7Rvi8i7uirHm1ZMB9cebE\nv0XA2jq15nCBtJJOMaXyRERramhqEKD0x1/pT5gqlKrqKtTQVEcmyMil/FqZMplAi8b2wc8e7vYC\ne6NHj2bw4MEYDAa++uorZsyYwR9//MGZM5KOTc+ePQkNDb2t71PSulXyc6NGjawE7G5ZwABy1v9m\nJV8AmtqPdMDkghxvhRfJppQb6q8MtAWKGxPKPm+WIjOmEvFJykD7BUMx+Wre2JV5n1VHofhvGPo1\nNavj8EQzCvb/LTWYTBiiY/l1i566zSRZirYda1ons/x8M4uWJbBuUyrOAbN5ukYOvbr7lQnEb93C\nje5dfCnSW9j3TxbrN6ex8y8dO//S4e2lonOH8pMlHuHfh6LEFG4Rb8xK+c477/Dll18iiiLz58/n\nrbfesiPsX39ti10dNmwYgiCwJ2/vHbtnuaMCx5bu5O3IxBivR38+H00tSdOu9PxXkoCVbiuGKc1A\n1tpkCo7m8Me5HzFnmxAEkHupiK9zDocmrrh29UV+h7J7ly1bdscqQzy0BMzf3x9X17JaTt9++63d\n9p49e4iIiKBatYqzS15z78nSjOUkmWx1rxpqG/Cax6t2/cqzdgmCcNcDDK+FwV5vUltbiw1Zv3Gq\n6DTR+hj255dVyfZV+PCW1xCeoptd+z9HJR95ps7It0sTrO29u/tRJcxefqBfv35MmjSJpKQkvvnm\nG8aNG8esWbOs+0u6KW8V1apVY9++fQC0bNmSlStXWvcVt9etW/e2r1MalsJCslf/QsqET61tDk80\nQ9u0MQCiWSR3Wzr5B7LYfnwlpjQDogXkbgoS6lzAobELLi/43LFB4n6Dj9LnhgmY9zuVyF6bjGgQ\nyfwxAcdmrjg95YkgCJh0RpLGX8JSIE02zh29UIfbD4ZarYzCQgsHD2fz/GsnWf5NHTxvQ0zyfoLT\n00/ZCBigv3SZnPxwzkdL2k/Nc1zJzTPxzZIEvvgmjrQMI2GVNHz4XkN6dfNDpSomo7astzo1nRjU\nTwq4HtArgPWb91j3paU/CsS/n1EsLQFQJBZdo6cNVapUoVOnTmzevJlz586xd+9eWrduDUB2drbV\nmurj40OPHj0AuKS/tdJtJWESTegterQyLS7PelNwSJo78vZmVkjASgbhF6Pk5/y/s4jrfxpLrhmZ\nsxyPvoFoHnMCo0j+P1noViWRvT6V9HlxhK5tgCqobBbwv4n/5mh/A6hRo6yIanp6OuvWSZITQUFB\nxMdLGR2LFi2yIwql4Sx3Yk3YSvrFDiDKEE0Pt26M9RtTxiR8r8ss3AgEQaCVU0trLJtRNJJiTCHO\ncIXzRRf5LmMxKaZUUkypTEqeTGWnRnbHz10Uz9xFtswXtVrGzIlVGPJG2QwatVrN+++/zwcffEB2\ndjZDhgxh1y6pSPALL7xwS0rCpSGXy3niiSfK3VdR+60if9ceLjdqiVmXhSk1DSy2FahDqxYEL/8e\nQRAwZxmJ7X2KwpNSwKzjE264PxOAoJRReCqXrLXJZP2cTOrsGEKW10VTUxqMEgyJrM/ewJGCY1zS\nX6bIUohSUOIqd8NP6UOYKozGDg2t0in3M8qLA6sIqhAtIcvrkjTuEvpLBcS9cQaZoxyZsxxTigFE\nENQy3Hv74/tRZfIM9iv/jcvrMWriJU6eyWPHXh3NnznMmiWPUb/O7VdcKAkHmaNVd+lawrx39Jot\nmtptmxKTgHDr9t4DWVRtfIBMnYkqYVqmT6hCz5d9r1laZc8BHe+NjaCwyMw/R6UYAydHOa/39KdX\n94c7geR+h7YEAUs0JtkVuneVu+Kv8ENnzipDzoYNG8bmzZsBWLBggZWALV26lPx8yaU/ePBga3B5\npN5epkKGjLbOrdEIGg4VHCk3BAcg1ZjKat3PbMrZYiVxcuT4N/Cj1h81aeTQiI4uNgHTm7GAiSYL\nCSMvYLnqSg+aXwvntraEEdcXfVEGaEidGY0xUU/yxEtUWvxYBb/kv4OHloCVJ0OwbNkyayDrtGnT\nmDRpElFRUfz4449MnTrVmjk3ZswYfvjhh3LPq3HV8HfAfqY0mcJLL71E8+a2Qrf3IwGbn/YNBtFA\nXe1jVFVXwU/hS5AqiABlAP5Kf/7I+cNabkkpKFEJ9u6eti3dCQpQ8/fRHC5FFqDXWxg3NZJa1R3L\nDXoePHgw06ZNQ6fT2VmnPvroo7v7Ra8Bi2hhT95frNb9jJPMkTxLPlpBS8fLz1FLU5Pmjs14yrkt\nHqXqF1py89Cfl1SoBbUaZUgwmrqP4dr9JZw7d7QOhCmzoq3ky723PwHT7WMGdE+6kzjqIqZUA4kf\nXCRs4+P8VbCPIXFDy13VpphSidBHsJd9HMz/54EgYH7Km5vIHZu7U3lHY4yxRRQcycYQW4gpzYBu\ndTKYRDwHBeEzKkwScixFwEKCNezZ2JC3PrjAqrUpxFwpovXzR1n4vxq8+tKtE4rr6WLNZLrdtije\neZV+Vai9yrkp3b548OVoW1B221butG3lft26donJenbt05GYrCf7ahmaRvWd6fHitYnbI/z7qFRC\ndiLbnE2mWWetszrO70PG+X3IqPgxrMteb3fc008/TfXq1bl48SLr1q0jKSkJPz8/FixYAEjz0JAh\nQwDpOb6st0kyKFCwLnyNVYhcbzGwNHMZs1L+Z3eNS0WXeS2mDxlme7V9M2bijQnEGxPYmruddFM6\nH/p9YL1uSZQMwi/dZsowYiyRke/QpOwiyKGxra3wVG6Z/f82HloC1qpVK7ttURStMgVOTk507dqV\nqKgoJk2aRFpaGhs2bKB79+4A5ObmkppaQQ3IVIi7FMeePXuYNWsWo0eP5rPPPgMqJmByudyaaXKv\nhVjPFZ3j95w/7dqUgtJO7wzASebEx37jCCgKAKKt7QN6B9DjRV8MBgtd+51i665M8vLNvDboDCf2\nNMXby56wOTs7M3ToUD791Oaqa9OmDc2aNbvzX+4GYBEtjEj4gN+y7VOnC8VCIvSXiNBfYn32Rlo4\nNmd56A/4z/kM74mTyNuRQf6+LPSxRsw5AmIB4CjHmKEkb58TyNNxftoTQSGzy/Rxea6sJcjlOW8S\nR0lErvBkLgWp+Xyc84mVfLnIXHjVvQdh6lAUgoJMUyaX9Jc5UnDs7v0wdxg3qk9UEoIgoArV2qXC\nu7/qT8Loi+hWJWFM0OP/aVUohxc5OMj5YV4tGtZzYcwnlykstND3rXMcP5nL1PGVH9i4MIWvj1R5\n/qq11ZyRASVesV7d/GjWyIWZc2NZtDSRH39K4o2eAYx+N4TgwPLdLz27+jFnajVMJgszvoxl8qxo\ndu/Pon3XY2xYXo+nnrzxwumPcG9RQ22/mIvSR91QoXuZTMbQoUMZNmwYJpOJRYsW0apVKy5ckIRd\nu3XrRkCAlICRbs4gx2LLvmrn3MauCoxapuJNrwHU09ZlavIMa/tHiePLkK/roXSAfXkWMKtb0kuF\nuroj+ouSxS5/r66McGzebtv1S5KxYqj8rl3A/m7joSVgbdq0sdvev38/589LGSPdunXD0dGRPn36\nMGnSJEByQxYTsNL4/fffqVOnDnq9nlOnTjF06FASExMBmDlzJj169KBhw4YViq7+mxawOYGzedd7\nKHGGOOIz40lNSqEwvwBEEWeZCx4+njxWqS71XOqiFJQkJJUfhK9Syfh2Tk3qPPE3eflm0jKMjJ0S\nyaIvbEHoxlQ9eTsz6ZXXhTrPhWHJNyNoZIQHhZH+dRxO7TxRV3O4pwrcK3U/lSFf14I5X0FMt0sY\n4/WSWvTYyjg/5YncVSFZaH5OJuPrK+hWJOHQ2IWQVfVRBmowJUuWVWNCWYuW8YqtTdDKiHKKJi7D\nJvnxvs9w+nr2Lvd+ko03Flf1byNEVbY+XUU461hWuLU8ZEdA9ncQmprEk51Ea5ZluiKeUKoiCALv\nDgqmbi0n/vfDBXItuRyKi+ajH+L5rH/rWyod8m9DUChQ+PledT2CKS0DSnj71WqBwa8H8XrPAJau\nTuKzL2NY+GMC369MtBKxShXEwSgUMsaPDCMj08j8xfEYDCKvDjzD3k0NqVntzgQdP8KdRRV1ZbsM\n4yMFx2js2Og6R0no168fY8eOJTc3l4ULF3LsmG1B9+67tjJXOWZ7Lax62nqUhyaOjZkTJCWjxehj\nOVYiy9lF5kJ395cJVYVgEk1c1keyN+8vrhjthVtvxgUpyAUCv6hBXL/TmFINxA87j1s3KZ5MNIrk\n/51F7h/S4tehsSv+k8tX6v838VASsJo1a5bRmiq2fgGEhITw55+SVSg8PJyoqCi2bdtGdHR0uQU3\nfX19CQqSqqdXrlyZs2fPMmHCBOv+PXv2XJeAFfvd7zUBU8lUBOz3RD4ti4CIUCAUhbcSmaMCY2IR\nokFEUOeT1j0a34/Cr3muAD81H38QZq2p9eNPSbzxmj8tmriROieGtC9iwALaes60f6UDSj815hwT\nudszSJkWRcq0KByfdKfS4jrI7pFswLqs9WXaPOWeyAUZaaZ0ROzdSOkL4jDGS/9/bt398ewfZN0n\nd1PiN7YyBYezKTySQ8HhHLI3pOA7NpyY7ifAAqkzopC7KHBs4Y6gFCg8mUvSx5es5/D9KJx8lf01\nl2WuwFHuSANtfUJUleykUPyUt66Zdi8RdhMErDzUzi8/xqQYE75UMujKcIyikbdyPFjtuZJwtfSu\n+jZKIdZzGLmWXDSChu4h3z2Q5KsYysAAKwETCwpwdzxF87qSiygxJodBg2y/VcfmDiRnhqPWeuLs\nqGD7Hke6PudL7RqOeFxNTAgKUGNKN1xNDBGZ2j+IjEwjFyMlCZVPZ0fzw7xaJQL4H+F+gVqmJlwd\nZo2vWpf1K4O8BpSRSyoPzs7O9O/fny+//JLExEQ2bNgASBnjJT0Seot9Isa1LGzF71zprMm5wV/Q\nysk+BlcURf4pOITObJOdudkgfG0dZ6r+1ZSc39MoPJ5D0bk8Cg5lY0wowlJgQeYkJ/CLmji390SQ\n33+ltR5KAlbs2y6GTqdjzZo11u1PPvmk3OO+++47a621ipCUlMTGjfbK3sUZlPdjDFjB0WziXpcU\nthXeSoIXP4ZDAxcAzLkmUqZGoluRhG55IqY0Aw6fVeOZtrYX0NdbSdH5PEkMUyYwsK0HR0/6kJUl\nxZJs2ppOPbNI2v9iAFAGqgld2wCZ2jaYu73sxxXhLDm/pZG/V0f611duuwjsjSDVmMqJwpPW7Zqa\nGnwdPI9KKqm4c445h715+1iRucrapzhAHkB/MR/RaEEoESdjyjTY4hJkoKnmiLa+C2FrG0gK7v9k\nceVNe90lkFZoXu9UwvkpTzyBdk5t2ZknJShEGqKsCtQqQUl1dXUaOTTkKee2NHds9kDU7AtRhaAV\ntBSKhdfvXA6uZRWrnZ9Ga+cn+SpoDkOvDCfDnEnf2P78HLYKvUVPv9gB5FpyUQpKvqk0jyaOjW/1\na9wXUPja3NgWvZ705D3s3WYrMzRs2DCCg4MxmUwkJyezb+c0UlIkS2lYWBitmvzJ+uX1yD+URcai\neAoXx3NxRjSCSkBQybDkmflQK0NT0wm3l31xf80fBAFznq1cW3mTmcVgQSyOxxP4z2b03m+orq5u\nJWCRhii+SpvPe97DbmhcKJakKIli6YliGER7AqYXy/eClESmWWe3XVVdtrC1IAg0c7RPKrmZGLBi\nyBzkuL3sh9vLtvhOY6qe5E8iydmYSvLky8jUMpzalCWOhuR2ZdrupVvyoXtDfHx8GDhwoF3bihUr\nrASoVq1aVmtWMfbs2YNer2fJkiXlkrNOnTqhVqvR6/WkpKTYBd+2b9+ezp07AyWCB68hMnevCVja\nl7HWz55vVbKSLwC5swL/T6uStTYFschC7p/p+IwK5bdV9dFHFZD2vxjyhpwjMsu+juZ4HxXO7T3x\nHhGK0k9NzhbbilzmpEBQlR0YFJ62QBZLjqnM/ruBiFKp1UO8BlnJF4CL3IXnXDvxnGsnovRS3Jtb\nDz/MmUYyFsdTcDiby+0O49jKHbmLAlOqgdwdGZgzjaiqOOD7UTja+tLv6dDIlZBldRFNFvSXCjCl\nGjDEFJI6OxpzlglNbSccmtliFL4M+pyv07/lx8yl5FtsYq4G0cjpojOcLjrDkswfaeLQmK+D59rp\nzd2PkAtyamlqVCi+WoxgVdA1918Lz7g8zazAGYxMGE2iMZF+sf0pshSRbkpHjpyvgubwpFOr65/o\nPoegtr0rotFYZn+fPn1o3FgimTqdjoyMDFasWAFAdHQ0Bw4cwC/Ow7rwUoVpCVv8GNr6zgiCgDFJ\nT8rUSLI3pFJ4LIeis3l4vB5IZAeb8r7MVUHE3tMoPGz3krk0gaRxkjVXGaCm2j+2BKRHuHto59yG\nTTmbrdtz0+YTpY+ik+uzpJvS2Ze/367/6vUp6Iskoty+TSU++eQToqKkLMfcPBGj8CRLf0q6ut8D\nZanC9SUD8iuCo8xegmh6ykwm+I3FS3HtslY344I0mUw0atSIyMhIFAoFx48ft+pIKn3UBM+vxe9P\nxfB6vx7wPDz9QgeWr1h+3Xu/l7jubC8IwvfAc0CqKIp1rrZ5AKuBUCAG6CGKok6QaPOXQCegAHhd\nFMVjV4/pBxQrmk4RRfHHO/tVbgwjR47EwcH2cJQMvgf49ddfy2h+9e7dmxUrVpCUlGRN3S2J5ORk\nu22NRkPDhg3p0qWL3WriVkTm7jbEEhlkJa1SVsgFBIVgc8SJUHg2l5huJ7DkmUEG7q/549jCTdK6\n+jOdnC3p6FYmkbs9g/DNDXHu6IVzB09yt2agv5hP4pgI3Hv6o/RTYc4ykbsjg8zlUsycuqoDnkOC\ny97HXUCh5cZV6otN64Ig4PVWJTyHBKO/kI8+qgBztglzhpGC4zmYM404tnInYGb1cjVnBIWM9Sc3\nWZM4tL3VPGdsBwbIWpWER79ABKUMR7kjo3xHMNxnKKcKT3Ok4CgXii5ysvA0MYYY6/kOFRzm24zF\njPEddXs/xj1AHW2d6xKwtk5tym2/nguyGC+6vUCRpYixSROsE4WAwKzAGTzj8vRN3e/9CkFZgoAZ\nyup0tWrVCrlcjslksmZ1e3t78/jjj9OjRw/69u1LVEcbmfIZFWa38FL6qwmYWZ3sTalgBt3KJJyf\ntRdjtWSbSPtfDP5TKtZHfIR7g44uHZiU9KldoPzmnN/ZnPN7uf3fHxdBWoZE3H9fU5+PP/4Yi0Vk\n3nfxjJsayW/7onB1UfDVjGoE+Kkp0Nurw2/K3sxbXoOvGf7Q1LGJ3fZv2ZvYnL2Fetq6NHZoxJNO\nLWni2BiFUL7LsRjXmiMVCgVjx47llVekajOTJk2yUyewWCx8+MlHpOalIZfLGT/h1ksG3S3cyGz/\nAzAPWFqi7UNghyiKMwRB+PDq9hjgWaDq1b+mwNdA06uEbSLQCBCBo4IgbBRF0d5OeZcxbNgw3nvv\nPbu2K6dOU0nrQKWmzQj08sYvIpK82HgEjRqFvx/K4CDefvtta4xW8UqhJNavX2+VtdBqtfj6+pZb\nLqE0uSrOePw3CZjnwCDy90s++IwlCTh38EJ5tVyDaBZJmxsrES1A29AFdTVHSfjuapvPmHC837Zl\nuLl19SNh9EWyViVhSjWQ/nUc/p9UJXhRHfL36cjdmUHhiVwSRpzHrDNhzpQGAlVlLd7DQ3F9ztvO\npXc3UVq7aU7qVwQqA2igrV+h+X7ZmiQOHc0p0+6gleHY0ZP6eW5Ud1eS/1cmso7eKNztn4N//vmH\nnj172rUtWLCAt956q9zrKQWlXaUGgL/y9tEvdoB1e1/e/geCgD2mrXPN/T4Kb2ppanKunH3Xc0GW\nxKsePThWeJxfsiRNvz4evXjR7YWbvt/7FYKiRHyPsay1eN26ddSvXx8ABwcHnJycyo49nipAGtNM\nmWVJnElnpLhylKAUkDmVHZcylyfi3jcQzaMA/X8VGpmGwV5vMiv1+rUay0N8YhEDh59n51/SdNy6\nhRuLv6plTdbwU9gTLZ05i54xvZkVOINGDuVXFXlMU4cq6sp21jILFo4XnuB44Qm+zfiOcFUYI3ze\npZPLszdlpCg5t3bv3p3PP/+cQ4cOsXTpUkaNGkWdOtI489NPP3HqlFQ+6c033yxX+/PfxnVne1EU\n9wqCEFqquQvQ5urnH4HdSASsC7BUlHxwfwuC4CYIgv/VvttEUcwEEARhG9ARWMVdxGOPPWYNpndw\ncChX+d49JY0Zp4tdUZe5suug3X5BpSKwdUuWvz8KxyelIMKStbMAKlWqRNWq18+wKC0xcT9YwJzb\ne+E/rSqps2MwXC7g0hN/o6nthMxBjj6yQMrek4Pr8z74Ta6KpdBM3k5baq/bS2VlFdxe9CFrlWTC\nztmUhsfYyhQUmqGuM44NXPB3tn3HgiPZJM6IwnAuj8zf0zCGafGq53xLcU3XO6b0/gJzASpBieGq\n5EaMIYZu0a8SoqpEK8eWPOXclhZOze0EdXfv07FsjWTxdHdT0O0FH0wmkajYQraVSHn+clo13ipF\nviwWC8OGDZOOdXcnLCyMY8eOMX78eF555RVrcfhMUyafp35BF9fnedyhQZlVYqDSXuT2XomA3i7q\naK4ttNva6UkEQbAjVHq9nu7duxMREWFtmzhxYhkSWxpucltZrLv5+1xP6+tmn8nc7bvWU4E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ViheUbgVLpH2x7/LHM2Sp2RE6elyah1C4k0pGcYmL84ngXfx6PLMlG7hiMfDAuhRxcfFAoZ24/0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\nMmMCMIPBYDAYDIYy838agoWz+dydTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a9a5e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show full ww counts\n",
    "lm.Logo(ww_counts_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can create a cropped logo by running the snippet below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# filter base on counts\n",
    "num_seqs = ww_counts_df.sum(axis=1)\n",
    "pos_to_keep = num_seqs > len(seqs)/2\n",
    "ww_counts_df = ww_counts_df[pos_to_keep]\n",
    "ww_counts_df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cropped logo now looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<logomaker.src.Logo.Logo instance at 0x10ab991b8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5sbi+rKxM0EaKN0cMsRC/3FwBg6XpunDViNsRPEJ1vrGIgaen43mA2eDMC8xX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\nEdbV2lBUF1ERKtIreJ19/2MOL89O5eWJ7unm2kBcXNwV9TG+Pst5wJ9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5E4PBwMKFCzl1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hXhqoqA/fzzzwwaNMhZiKDT6di+fTuNGklTrNqW/sTO9cf2ekMefmgkGzZsgMlgm2yj14DeLFu2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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b874050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show cropped ww counts logo\n",
    "lm.Logo(ww_counts_df)"
   ]
  },
  {
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   "source": [
    "# References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='crpsitesfa'></a>\n",
    "[1] Salgado H, et al. (2013) `RegulonDB v8.0: omics data sets, evolutionary conservation, regulatory phrases, cross-validated gold standards and more.` Nucl Acids Res. 41 (Database issue):D203-13.\n",
    "\n",
    "<a id='WWdomain'></a>\n",
    "[2] Finn RD et al. (2014) Pfam: the protein families database. Nucl Acids Res. 42(Database issue):D222–30."
   ]
  }
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